Table 3 Comparative analysis between EBMLO-DBO and its rivals using CEC’22, D = 20.
F | EBMLO-DBO | DBO | HHO | COA | AOA | WOA | PSO | GBO | NOA | SMA | ARO | LFD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
C22-G1 | AVG | 301.65 | 2384.85 | 1441.63 | 1026.37 | 3477.08 | 2947.99 | 467.47 | 2120.86 | 2927.99 | 4127.77 | 1551.16 | 4332.86 |
C22-G1 | STD | 1.38 | 9480.85 | 4839.38 | 4802.43 | 1161.74 | 1423.36 | 44.89 | 1225.83 | 9230.23 | 2429.82 | 4166.38 | 8001.90 |
C22-G1 | RNK | 1 | 7 | 5 | 4 | 10 | 9 | 2 | 3 | 8 | 11 | 6 | 12 |
C22-G2 | AVG | 454.80 | 490.85 | 617.29 | 526.27 | 2159.53 | 576.44 | 436.40 | 460.05 | 833.74 | 520.50 | 772.97 | 570.20 |
C22-G2 | STD | 10.57 | 74.93 | 124.45 | 46.00 | 654.54 | 64.67 | 26.57 | 13.16 | 121.00 | 102.94 | 104.10 | 95.51 |
C22-G2 | RNK | 2 | 4 | 9 | 6 | 12 | 8 | 1 | 3 | 11 | 5 | 10 | 7 |
C22-G3 | AVG | 615.18 | 630.15 | 633.53 | 626.55 | 664.25 | 665.93 | 648.76 | 611.27 | 649.49 | 621.71 | 645.93 | 654.28 |
C22-G3 | STD | 9.03 | 10.64 | 9.26 | 7.58 | 8.79 | 10.42 | 12.29 | 8.25 | 11.66 | 8.86 | 4.74 | 10.98 |
C22-G3 | RNK | 2 | 5 | 6 | 4 | 11 | 12 | 8 | 1 | 9 | 3 | 7 | 10 |
C22-G4 | AVG | 863.42 | 920.44 | 887.64 | 849.53 | 951.49 | 910.27 | 891.01 | 877.27 | 966.69 | 908.01 | 947.02 | 890.58 |
C22-G4 | STD | 16.89 | 35.04 | 20.20 | 14.58 | 20.53 | 32.01 | 19.82 | 11.57 | 19.19 | 32.73 | 11.68 | 26.82 |
C22-G4 | RNK | 2 | 9 | 4 | 1 | 11 | 8 | 6 | 3 | 12 | 7 | 10 | 5 |
C22-G5 | AVG | 1408.87 | 2126.38 | 2188.71 | 1966.60 | 2992.23 | 3459.59 | 2155.64 | 1759.07 | 3236.81 | 2859.30 | 2599.35 | 2609.75 |
C22-G5 | STD | 337.59 | 569.28 | 506.49 | 430.24 | 360.46 | 1210.14 | 809.62 | 406.44 | 1069.82 | 1168.63 | 509.75 | 734.23 |
C22-G5 | RNK | 1 | 4 | 6 | 3 | 10 | 12 | 5 | 2 | 11 | 9 | 7 | 8 |
C22-G6 | AVG | 7409.83 | 1281.41 | 4786.89 | 4418.48 | 8169.74 | 8060.06 | 2429.74 | 3666.74 | 6886.42 | 6338.33 | 1125.70 | 4652.90 |
C22-G6 | STD | 6984.63 | 2994.64 | 3100.92 | 4182.92 | 7343.12 | 1070.03 | 9704.27 | 999.76 | 5402.34 | 1286.00 | 1009.88 | 1760.87 |
C22-G6 | RNK | 3 | 4 | 5 | 2 | 12 | 6 | 7 | 1 | 10 | 8 | 11 | 9 |
C22-G7 | AVG | 2065.15 | 2121.14 | 2119.48 | 2107.80 | 2239.45 | 2232.14 | 2137.17 | 2073.61 | 2182.49 | 2120.57 | 2151.16 | 2159.75 |
C22-G7 | STD | 22.86 | 42.45 | 38.19 | 48.06 | 100.44 | 68.36 | 31.67 | 28.49 | 51.55 | 40.90 | 23.22 | 45.57 |
C22-G7 | RNK | 1 | 6 | 4 | 3 | 12 | 11 | 7 | 2 | 10 | 5 | 8 | 9 |
C22-G8 | AVG | 2222.97 | 2322.80 | 2296.54 | 2243.55 | 2533.33 | 2309.11 | 2360.31 | 2233.24 | 2295.53 | 2267.97 | 2280.31 | 2375.01 |
C22-G8 | STD | 3.11 | 78.26 | 79.70 | 51.39 | 201.74 | 78.25 | 127.65 | 22.46 | 63.39 | 54.64 | 26.05 | 123.18 |
C22-G8 | RNK | 1 | 9 | 7 | 3 | 12 | 8 | 10 | 2 | 6 | 4 | 5 | 11 |
C22-G9 | AVG | 2480.80 | 2499.83 | 2576.28 | 2509.93 | 3259.03 | 2564.27 | 2467.72 | 2480.81 | 2630.88 | 2506.91 | 2592.03 | 2666.02 |
C22-G9 | STD | 0.03 | 20.30 | 52.59 | 20.54 | 334.72 | 43.54 | 0.68 | 0.04 | 40.32 | 31.16 | 29.35 | 92.29 |
C22-G9 | RNK | 2 | 4 | 8 | 6 | 12 | 7 | 1 | 3 | 10 | 5 | 9 | 11 |
C22-G10 | AVG | 2966.22 | 2799.31 | 4809.55 | 2901.22 | 5781.02 | 4794.52 | 4284.40 | 2578.70 | 3351.42 | 4087.10 | 3024.05 | 2524.17 |
C22-G10 | STD | 564.07 | 773.16 | 1359.21 | 748.25 | 788.44 | 1141.27 | 1174.42 | 174.22 | 1388.81 | 983.52 | 1202.27 | 84.16 |
C22-G10 | RNK | 5 | 3 | 11 | 4 | 12 | 10 | 9 | 2 | 7 | 8 | 6 | 1 |
C22-G11 | AVG | 2920.00 | 3065.81 | 4112.37 | 3574.24 | 8414.46 | 3842.55 | 3099.51 | 2920.00 | 5016.85 | 3953.99 | 4755.92 | 3419.93 |
C22-G11 | STD | 40.68 | 203.75 | 455.74 | 377.67 | 772.99 | 1487.05 | 82.65 | 76.11 | 706.85 | 772.70 | 506.43 | 535.32 |
C22-G11 | RNK | 1 | 3 | 9 | 6 | 12 | 7 | 4 | 2 | 11 | 8 | 10 | 5 |
C22-G12 | AVG | 2954.73 | 3014.55 | 2975.79 | 3118.69 | 3803.62 | 3087.48 | 2967.22 | 2980.13 | 3257.88 | 2958.80 | 3068.05 | 3015.53 |
C22-G12 | STD | 11.83 | 49.11 | 19.20 | 79.32 | 218.87 | 114.95 | 121.22 | 28.25 | 82.75 | 13.99 | 32.07 | 156.73 |
C22-G12 | RNK | 1 | 6 | 4 | 10 | 12 | 9 | 3 | 5 | 11 | 2 | 8 | 7 |
Average rank | 1.83 | 5.33 | 6.50 | 4.33 | 11.50 | 8.92 | 5.25 | 2.42 | 9.67 | 6.25 | 8.08 | 7.91 | |
Final rank | 1 | 5 | 7 | 3 | 12 | 10 | 4 | 2 | 11 | 6 | 9 | 8 | |